{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Chapter 5, demo 1\n",
    "\n",
    "Bayesian Data Analysis, 3rd ed\n",
    "\n",
    "Hierarchical model for Rats experiment (BDA3, p. 102)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from scipy.stats import beta\n",
    "from scipy.special import gammaln\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import preliz as pz\n",
    "pz.style.use('preliz-doc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# rat data (BDA3, p. 102)\n",
    "y = np.array([\n",
    "     0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  1,  1,  1,\n",
    "     1,  1,  1,  1,  1,  2,  2,  2,  2,  2,  2,  2,  2,  2,  1,  5,  2,\n",
    "     5,  3,  2,  7,  7,  3,  3,  2,  9, 10,  4,  4,  4,  4,  4,  4,  4,\n",
    "    10,  4,  4,  4,  5, 11, 12,  5,  5,  6,  5,  6,  6,  6,  6, 16, 15,\n",
    "    15,  9,  4\n",
    "])\n",
    "n = np.array([\n",
    "    20, 20, 20, 20, 20, 20, 20, 19, 19, 19, 19, 18, 18, 17, 20, 20, 20,\n",
    "    20, 19, 19, 18, 18, 25, 24, 23, 20, 20, 20, 20, 20, 20, 10, 49, 19,\n",
    "    46, 27, 17, 49, 47, 20, 20, 13, 48, 50, 20, 20, 20, 20, 20, 20, 20,\n",
    "    48, 19, 19, 19, 22, 46, 49, 20, 20, 23, 19, 22, 20, 20, 20, 52, 46,\n",
    "    47, 24, 14\n",
    "])\n",
    "M = len(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax_sep, ax_pool) = plt.subplots(2, 1, sharex=True, figsize=(8, 8))\n",
    "x = np.linspace(0, 1, 1000)\n",
    "\n",
    "# Separate model\n",
    "lines = ax_sep.plot(\n",
    "    x,\n",
    "    pz.Beta(y[:-1] + 1, n[:-1] - y[:-1] + 1).pdf(x[:, None]),\n",
    "    color=\"C0\",\n",
    "    lw=0.5\n",
    ")\n",
    "# highlight last line\n",
    "lines[-1].set(lw=2, color=\"C2\")\n",
    "\n",
    "ax_sep.legend(\n",
    "    [lines[0], lines[-1]],\n",
    "    [r\"Posterior of $\\theta_j$\", r\"Posterior of $\\theta_{71}$\"]\n",
    ")\n",
    "\n",
    "ax_sep.set(ylim=0, yticks=[], title=\"separate model\")\n",
    "\n",
    "# Pooled model\n",
    "ax_pool.plot(\n",
    "    x,\n",
    "    pz.Beta(y.sum() + 1, n.sum() - y.sum() + 1).pdf(x),\n",
    "    lw=2,\n",
    "    label=r\"Posterior of common $\\theta$\"\n",
    ")\n",
    "ax_pool.legend()\n",
    "ax_pool.set(ylim=0, yticks=[], xlabel=r\"$\\theta$\", title=\"pooled model\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# compute the marginal posterior of alpha and beta in the hierarchical model in a grid\n",
    "A = np.linspace(0.5, 6, 100)\n",
    "B = np.linspace(3, 33, 100)\n",
    "# calculated in logarithms for numerical accuracy\n",
    "lp = (\n",
    "  - 5/2 * np.log(A + B[:,None])\n",
    "  + np.sum(\n",
    "        gammaln(A + B[:,None])\n",
    "      - gammaln(A)\n",
    "      - gammaln(B[:,None])\n",
    "      + gammaln(A + y[:,None,None])\n",
    "      + gammaln(B[:,None] + (n - y)[:,None,None])\n",
    "      - gammaln(A + B[:,None] + n[:,None,None]),\n",
    "        axis=0\n",
    "    )\n",
    ")\n",
    "# subtract the maximum value to avoid over/underflow in exponentation\n",
    "lp -= lp.max()\n",
    "p = np.exp(lp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1150x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the marginal posterior\n",
    "_, ax = plt.subplots()\n",
    "ax.imshow(\n",
    "    p,\n",
    "    origin='lower',\n",
    "    aspect='auto',\n",
    "    extent=(A[0], A[-1], B[0], B[-1])\n",
    ")\n",
    "ax.set(xlabel=r'$\\alpha$', ylabel=r'$\\beta$', title='The marginal posterior of alpha and beta in hierarchical model')\n",
    "ax.grid(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# sample from the posterior grid of alpha and beta\n",
    "nsamp = 1000\n",
    "samp_indices = np.unravel_index(\n",
    "    np.random.choice(p.size, size=nsamp, p=p.ravel()/p.sum()),\n",
    "    p.shape\n",
    ")\n",
    "samp_A = A[samp_indices[1]]\n",
    "samp_B = B[samp_indices[0]]\n",
    "# add random jitter, see BDA3 p. 76\n",
    "samp_A += (np.random.rand(nsamp) - 0.5) * (A[1]-A[0])\n",
    "samp_B += (np.random.rand(nsamp) - 0.5) * (B[1]-B[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax_samples, ax_pred) = plt.subplots(2, 1, sharex=True, figsize=(8, 8))\n",
    "\n",
    "# Posterior samples from Beta(alpha, beta)\n",
    "ax_samples.plot(\n",
    "    x,\n",
    "    beta.pdf(x[:, None], samp_A[:20], samp_B[:20]),\n",
    "    lw=0.5, color=\"C0\"\n",
    ")\n",
    "ax_samples.set(yticks=[], ylim=0,\n",
    "               title=r'Posterior samples from the distribution of distributions Beta($\\alpha$,$\\beta$)')\n",
    "\n",
    "# Predictive distribution for a new theta\n",
    "mean_pdf = pz.Beta(samp_A[:, None], samp_B[:, None]).pdf(x).mean(axis=0)\n",
    "ax_pred.plot(x, mean_pdf)\n",
    "ax_pred.set(yticks=[], ylim=0,\n",
    "            xlabel=r\"$\\theta$\",\n",
    "            title=r'Predictive distribution for a new $\\theta$ and prior for $\\theta_j$');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax_sep, ax_hier) = plt.subplots(2, 1, sharex=True, figsize=(8, 8))\n",
    "x = np.linspace(0, 1, 1000)\n",
    "\n",
    "# Separate model (plot every 7th distribution)\n",
    "lines = ax_sep.plot(\n",
    "    x,\n",
    "    pz.Beta(y[7:-1:7] + 1, n[7:-1:7] - y[7:-1:7] + 1).pdf(x[:, None]),\n",
    "    color=\"C0\", lw=1\n",
    ")\n",
    "lines[-1].set(lw=2, color=\"C2\")\n",
    "ax_sep.set(yticks=[], ylim=0, title=\"separate model\")\n",
    "\n",
    "# Hierarchical model (plot every 7th distribution) ---\n",
    "lines = ax_hier.plot(\n",
    "    x,\n",
    "    np.mean(pz.Beta(\n",
    "            y[7::7] + samp_A[:,None,None],\n",
    "            n[7::7] - y[7::7] + samp_B[:,None,None]\n",
    "            ).pdf(x[:,None]), axis=0),\n",
    "    color='C0', lw=1,\n",
    ")\n",
    "lines[-1].set(lw=2, color=\"r\")\n",
    "ax_hier.set(yticks=[], ylim=0, xlabel=r\"$\\theta$\", title=\"hierarchical model\");\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bda_py_demos",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
